{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn\n",
    "import torch\n",
    "import torchvision\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "traindata_0_path = r'../../data/motor_fault/Motor_tain/Negative/'\n",
    "traindata_1_path = r'../../data/motor_fault/Motor_tain/Positive//'\n",
    "testdata_0_path = r'../../data/motor_fault/Motor_testP/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**电机正反转处理：分别用正转和反转数据训练两个模型，预测也分别预测，最后只要有一个模型判断样本为故障，则认为该电机故障**  \n",
    "**下面0代表负例或正常电机，1代表正例或故障电机**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Negative farward train data number:  500\n"
     ]
    }
   ],
   "source": [
    "# 读取正转负例数据\n",
    "traindata_0_F = []\n",
    "for i in os.listdir(traindata_0_path):\n",
    "    if 'F' in i:\n",
    "        single_traindata_0_F_path = os.path.join(traindata_0_path, i)\n",
    "        traindata_0_F.append(pd.read_csv(single_traindata_0_F_path))\n",
    "num_train_0_F = len(traindata_0_F)\n",
    "print(\"Negative farward train data number: \", num_train_0_F)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Negative backward train data number:  500\n"
     ]
    }
   ],
   "source": [
    "# 读取反转负例数据\n",
    "traindata_0_B = []\n",
    "for i in os.listdir(traindata_0_path):\n",
    "    if 'B' in i:\n",
    "        single_traindata_0_B_path = os.path.join(traindata_0_path, i)\n",
    "        traindata_0_B.append(pd.read_csv(single_traindata_0_B_path))\n",
    "num_train_0_B = len(traindata_0_B)\n",
    "print(\"Negative backward train data number: \", num_train_0_B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Positive farward train data number:  30\n"
     ]
    }
   ],
   "source": [
    "# 读取正转正例数据\n",
    "traindata_1_F = []\n",
    "for i in os.listdir(traindata_1_path):\n",
    "    if 'F' in i:\n",
    "        single_traindata_1_F_path = os.path.join(traindata_1_path, i)\n",
    "        traindata_1_F.append(pd.read_csv(single_traindata_1_F_path))\n",
    "num_train_1_F = len(traindata_1_F)\n",
    "print(\"Positive farward train data number: \", num_train_1_F)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Positive backward train data number:  30\n"
     ]
    }
   ],
   "source": [
    "# 读取正转正例数据\n",
    "traindata_1_B = []\n",
    "for i in os.listdir(traindata_1_path):\n",
    "    if 'B' in i:\n",
    "        single_traindata_1_B_path = os.path.join(traindata_1_path, i)\n",
    "        traindata_1_B.append(pd.read_csv(single_traindata_1_B_path))\n",
    "num_train_1_B = len(traindata_1_B)\n",
    "print(\"Positive backward train data number: \", num_train_1_B)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据查看和探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ai1</th>\n",
       "      <th>ai2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.018083</td>\n",
       "      <td>-0.002198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.018772</td>\n",
       "      <td>-0.003179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.021182</td>\n",
       "      <td>-0.005722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.019869</td>\n",
       "      <td>-0.007776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.021343</td>\n",
       "      <td>-0.008992</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ai1       ai2\n",
       "0 -0.018083 -0.002198\n",
       "1 -0.018772 -0.003179\n",
       "2 -0.021182 -0.005722\n",
       "3 -0.019869 -0.007776\n",
       "4 -0.021343 -0.008992"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traindata_0_F[0].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(79999, 2)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traindata_0_F[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21507d03128>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "\n",
    "# 第一列是负例数据（正常电机）\n",
    "plt.subplot(521)\n",
    "t1 = list(range(traindata_0_F[0].shape[0]))\n",
    "plt.plot(t1, traindata_0_F[0].iloc[:,0])\n",
    "\n",
    "plt.subplot(523)\n",
    "t1 = list(range(traindata_0_F[1].shape[0]))\n",
    "plt.plot(t1, traindata_0_F[1].iloc[:,0])\n",
    "\n",
    "plt.subplot(525)\n",
    "t1 = list(range(traindata_0_F[2].shape[0]))\n",
    "plt.plot(t1, traindata_0_F[2].iloc[:,0])\n",
    "\n",
    "plt.subplot(527)\n",
    "t1 = list(range(traindata_0_F[3].shape[0]))\n",
    "plt.plot(t1, traindata_0_F[3].iloc[:,0])\n",
    "\n",
    "plt.subplot(529)\n",
    "t1 = list(range(traindata_0_F[4].shape[0]))\n",
    "plt.plot(t1, traindata_0_F[4].iloc[:,0])\n",
    "\n",
    "# 第二列是正例数据（异常电机）\n",
    "plt.subplot(522)\n",
    "t1 = list(range(traindata_1_F[0].shape[0]))\n",
    "plt.plot(t1, traindata_1_F[0].iloc[:,0])\n",
    "\n",
    "plt.subplot(524)\n",
    "t1 = list(range(traindata_1_F[1].shape[0]))\n",
    "plt.plot(t1, traindata_1_F[1].iloc[:,0])\n",
    "\n",
    "plt.subplot(526)\n",
    "t1 = list(range(traindata_1_F[2].shape[0]))\n",
    "plt.plot(t1, traindata_1_F[2].iloc[:,0])\n",
    "\n",
    "plt.subplot(528)\n",
    "t1 = list(range(traindata_1_F[3].shape[0]))\n",
    "plt.plot(t1, traindata_1_F[3].iloc[:,0])\n",
    "\n",
    "plt.subplot(5,2,10)\n",
    "t1 = list(range(traindata_1_F[4].shape[0]))\n",
    "plt.plot(t1, traindata_1_F[4].iloc[:,0])"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 特征提取\n",
    "思路：对每一个电机的数据，用滑动窗口法提取特征，提取的特征如下：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_extraction(series_data, window_width=10000, steps=100):\n",
    "    # series_data is input\n",
    "    # series_data = np.array(traindata_0_F[0].iloc[:,0])\n",
    "\n",
    "    # sliding window\n",
    "    window_width = 10000\n",
    "    t_start = 0\n",
    "    windows = []\n",
    "    while t_start+window_width <= len(series_data):\n",
    "        windows.append(series_data[t_start:t_start+window_width])\n",
    "        t_start += steps\n",
    "    windows_num = len(windows)\n",
    "    windows = np.array(windows)\n",
    "    #print(\"windows.shape: {},t_start: {}\".format(windows.shape, t_start))\n",
    "\n",
    "    f1 = []\n",
    "    f2 = []\n",
    "    f3 = []\n",
    "    f4 = []\n",
    "    f5 = []\n",
    "    f6 = []\n",
    "    f7 = []\n",
    "    f8 = []\n",
    "    f9 = []\n",
    "    f10 = []\n",
    "    f11 = []\n",
    "    for i in range(windows_num):\n",
    "        temp = windows[i]\n",
    "        data_max = np.max(temp)\n",
    "        data_min = np.min(temp)\n",
    "        # 时域特征\n",
    "        f1_temp = data_max - data_min\n",
    "        f1.append(f1_temp)\n",
    "        f2_temp = np.sqrt(np.mean(temp ** 2))\n",
    "        f2.append(f2_temp)\n",
    "        f3_temp = f2_temp / abs(np.mean(temp))\n",
    "        f3.append(f3_temp)\n",
    "        f4_temp = data_max / abs(np.mean(temp))\n",
    "        f4.append(f4_temp)\n",
    "        f5_temp = np.mean((abs(temp) - np.mean(temp)) ** 4) / (f2_temp ** 4)\n",
    "        f5.append(f5_temp)\n",
    "        f6_temp = data_max / f2_temp\n",
    "        f6.append(f6_temp)\n",
    "        f7_temp = f2_temp / np.mean(temp)\n",
    "        f7.append(f7_temp)\n",
    "        # 频域特征\n",
    "        '''\n",
    "        f8_temp = np.sum(temp * temp) / (2 * np.pi * np.sum(temp ** 2)) #分子不对\n",
    "        f8.append(f8_temp)\n",
    "        f9_temp = np.sum(temp ** 2) / (4 * (np.pi ** 2) * np.sum(temp ** 2)) #分子不对\n",
    "        f9.append(f9_temp)\n",
    "        f10_temp = \n",
    "        f10.append(f10_temp)\n",
    "        f11_temp = 0\n",
    "        f11.append(f11_temp)\n",
    "        '''\n",
    "        \n",
    "    f1 = np.array(f1)\n",
    "    f2 = np.array(f2)\n",
    "    f3 = np.array(f3)\n",
    "    f4 = np.array(f4)\n",
    "    f5 = np.array(f5)\n",
    "    f6 = np.array(f6)\n",
    "    f7 = np.array(f7)\n",
    "    f8 = np.array(f8)\n",
    "    f9 = np.array(f9)\n",
    "    f10 = np.array(f10)\n",
    "    f11 = np.array(f11)\n",
    "\n",
    "    features = np.concatenate((f1[:, np.newaxis], f2[:, np.newaxis], f3[:, np.newaxis],\n",
    "                               f4[:, np.newaxis], f5[:, np.newaxis], f6[:, np.newaxis], \n",
    "                               f7[:, np.newaxis]), axis=1)\n",
    "    return features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(700, 7)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features = feature_extraction(np.array(traindata_0_F[0].iloc[:,0]), window_width=10000, steps=100)\n",
    "features.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**目前频域特征还有问题，只用前7个时域特征即可**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(traindata_1_F)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(30, 1400, 14)\n",
      "X_train_1.shape (42000, 14)\n"
     ]
    }
   ],
   "source": [
    "# 正例正转的训练数据traindata_1_F\n",
    "X_train_1 = []\n",
    "for i in range(len(traindata_1_F)):\n",
    "    features1 = feature_extraction(np.array(traindata_1_F[i].iloc[:,0]), window_width=10000, steps=50)\n",
    "    features2 = feature_extraction(np.array(traindata_1_F[i].iloc[:,1]), window_width=10000, steps=50)\n",
    "    features = np.concatenate((np.array(features1), np.array(features2)),axis=1)\n",
    "    X_train_1.append(features)\n",
    "X_train_1 = np.array(X_train_1)\n",
    "print(X_train_1.shape)\n",
    "X_train_1 = X_train_1.reshape((-1, 14))\n",
    "print(\"X_train_1.shape\", X_train_1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_1_F.shape (42000, 15)\n"
     ]
    }
   ],
   "source": [
    "label = np.ones((42000,1))\n",
    "train_1_F = np.concatenate((X_train_1, label), axis=1)\n",
    "print(\"train_1_F.shape\", train_1_F.shape)\n",
    "np.savetxt(\"../../data/motor_fault/train_1_F.csv\", train_1_F, delimiter=\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 1400, 14)\n",
      "X_train_0.shape (700000, 14)\n"
     ]
    }
   ],
   "source": [
    "# 负例正转的训练数据traindata_0_F\n",
    "X_train_0 = []\n",
    "for i in range(len(traindata_0_F)):\n",
    "    features1 = feature_extraction(np.array(traindata_0_F[i].iloc[:,0]), window_width=10000, steps=50)\n",
    "    features2 = feature_extraction(np.array(traindata_0_F[i].iloc[:,1]), window_width=10000, steps=50)\n",
    "    features = np.concatenate((np.array(features1), np.array(features2)),axis=1)\n",
    "    X_train_0.append(features)\n",
    "X_train_0 = np.array(X_train_0)\n",
    "print(X_train_0.shape)\n",
    "X_train_0 = X_train_0.reshape((-1, 14))\n",
    "print(\"X_train_0.shape\", X_train_0.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_0_F.shape (700000, 15)\n"
     ]
    }
   ],
   "source": [
    "label = np.zeros((X_train_0.shape[0], 1))\n",
    "train_0_F = np.concatenate((X_train_0, label), axis=1)\n",
    "print(\"train_0_F.shape\", train_0_F.shape)\n",
    "np.savetxt(\"../../data/motor_fault/train_0_F.csv\", train_0_F, delimiter=\",\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 保存的数据说明\n",
    "\n",
    "**train_0_F.csv**是正转负例的训练数据(最后一列是label)  \n",
    "**train_1_F.csv**是正转正例的训练数据(最后一列是label)"
   ]
  }
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